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Paper Citation Record · LEDGER

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code

As of 14 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2607.24797.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.24797 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T09:04:05.480089Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved22
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6fc5b9e-58d6-452a-b9fc-54c22f27dea1 · outbound

This paper cites an unresolved cited work.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-02T09:04:05.383226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.383226Z digest=sha256:6ab94f9145863dda8720f3b94eaf2e31e6ddea40a20d8deaa78b1740e3fafca3

Observation 65f1efef-fd9d-472d-b6a9-59cef806c5f9 · outbound

This paper cites The interpretable signal is the SCALING of the log-PPL gap (nats/token the neural model saves over then-gram), not the raw ratio.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code The interpretable signal is the SCALING of the log-PPL gap (nats/token the neural model saves over then-gram), not the raw ratio

Reference 3

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no resolver link, observed 2026-08-02T09:04:05.480089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.480089Z digest=sha256:7aa7a0421399a080af2a46f3c3ec6d42f350531ce3deb7f694348fcd1138aa6c

Observation 1e9ef7a7-5efe-4964-bc84-8d8f149c14e5 · outbound

This paper cites Tying Word Vectors and Word Classifiers: A Loss Framework for Language Modeling.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Tying Word Vectors and Word Classifiers: A Loss Framework for Language Modeling

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.416441Z digest=sha256:1a0242dc3fc74cab30e41d51a76167cccf60a3153a76c33d008e8b027e10899e

Observation 70cd950c-28cd-4921-82e3-9c9058319f51 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 15

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unresolved
no resolver link, observed 2026-08-02T09:04:05.445617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.445617Z digest=sha256:4b28c4d7b2649b333de55c57df556a2f747666ae2d8335e1a150c4089505ec86

Observation 6c199b6d-71aa-4a5b-bcef-fbd7cc588b9f · outbound

This paper cites Palatable Conceptions of Disembodied Being.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Palatable Conceptions of Disembodied Being

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.450045Z digest=sha256:46b4916214a57db657b0e2c69c7a9b23842848b14b348934f33a22a95b2f5822

Observation c8fac837-6d66-4e3c-a4c1-a79aae319e2f · outbound

This paper cites Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora

Reference 19

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no resolver link, observed 2026-08-02T09:04:05.462431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.462431Z digest=sha256:5cd2d8ee93e8de36d4815f7851fe52d5576796301d63b8fd424c659249de5a94

Observation 41d29561-5635-41e4-b3cb-a1c07650b7d8 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code OPT: Open Pre-trained Transformer Language Models

Reference 21

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no resolver link, observed 2026-08-02T09:04:05.470935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.470935Z digest=sha256:4fcbc8bc6204a1cd797145e123436472b7e289a834d0c901db4a10191d351c66

Observation 25d597c3-2ad7-4030-92fb-635f437cb1ed · outbound

This paper cites Offline bilingual word vectors, orthogonal transformations and the inverted softmax.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Offline bilingual word vectors, orthogonal transformations and the inverted softmax

Reference 1984

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no resolver link, observed 2026-08-02T09:04:05.454563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.454563Z digest=sha256:15abd8bd7d6fd8972c74909b1e1c8f70d184ab64dd1837d93eeb012ac5edc329

Observation d104b973-537d-4329-b4ee-94700d8eb7de · outbound

This paper cites Quantifying Memorization Across Neural Language Models.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Quantifying Memorization Across Neural Language Models

Reference 1987

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unresolved
no resolver link, observed 2026-08-02T09:04:05.392964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.392964Z digest=sha256:1555fe9c28c489f6bc07018f513757f4e81fcc9badc6486fc37aac451e0c7aa4

Observation 4c61c978-2549-41cf-a809-e2d63cb07403 · outbound

This paper cites The Platonic Representation Hypothesis.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code The Platonic Representation Hypothesis

Reference 1990

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no resolver link, observed 2026-08-02T09:04:05.411946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.411946Z digest=sha256:b1321af75af51f97b1984a6c1f80683cde54c75e046e6e1fac5f0dfaa305ec0f

Observation 3c43cb7f-98c3-43c3-a3ec-bf3874cadf21 · outbound

This paper cites Using the Output Embedding to Improve Language Models.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Using the Output Embedding to Improve Language Models

Reference 1994

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no resolver link, observed 2026-08-02T09:04:05.441602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.441602Z digest=sha256:636577824f023ce5077b86647bca4549f552b6944e50633075b9263ec850ff85

Observation f629d9a1-581a-4d29-985d-69ce916029bc · outbound

This paper cites Vaswani, N.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Vaswani, N

Reference 2004

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no resolver link, observed 2026-08-02T09:04:05.458594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.458594Z digest=sha256:fe8950afc950976f8326e0f6d6f5e673e03e1cfc53249a2fc8161b908cb632ae

Observation 2c99263d-7e24-41ee-987c-d89965edea99 · outbound

This paper cites Leveraging Human Production-Interpretation Asymmetries to Test LLM Cognitive Plausibility.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Leveraging Human Production-Interpretation Asymmetries to Test LLM Cognitive Plausibility

Reference 2008

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no resolver link, observed 2026-08-02T09:04:05.428782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.428782Z digest=sha256:a3ba7a96e989a7d26976f5d7c68724f6fa2745e0eb7812d208c579ab3bdcfac8

Observation ddf1592f-5776-4d4e-a677-03a28c7846f8 · outbound

This paper cites Understanding Token Probability Encoding in Output Embeddings.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Understanding Token Probability Encoding in Output Embeddings

Reference 2009

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.397746Z digest=sha256:30bebdc167d21ea162659d2ccd98d5191e4c3c2876854de8f2e3416d30c958c5

Observation bbda96c5-8acb-495c-bf6f-b4c9fd93fee7 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 2011

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.407007Z digest=sha256:56d692ffa836b118b4327049812ced755ed661306142bb9a027c3a3235fbae15

Observation 850c72e5-791a-49f8-8a9c-912e6343fe1d · outbound

This paper cites Scaling Laws for Neural Language Models.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Scaling Laws for Neural Language Models

Reference 2017

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.420550Z digest=sha256:ed13981f24cf80c14f4499e1d52caad7762e7d24663f68099a68005924315f3d

Observation c7cc882f-03a6-46fb-b034-794f4092e282 · outbound

This paper cites Lopardo, A.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Lopardo, A

Reference 2019

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no resolver link, observed 2026-08-02T09:04:05.437617Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.437617Z digest=sha256:fa54b2ff61fdc3146a41a7299933e0e285085fd81edb0f557504605a021e5640

Observation 405a1e89-6bc5-48e3-9e57-8fddb04ddb82 · outbound

This paper cites Similarity of Neural Network Representations Revisited.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Similarity of Neural Network Representations Revisited

Reference 2020

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.424733Z digest=sha256:775f1c14f25d682cfb8e99a3225e0a1292e8b9e8ed78aab2a287ef1fecbe0300

Observation c532ad41-6b84-4b79-8426-7dd186836679 · outbound

This paper cites Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling

Reference 2021

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.388498Z digest=sha256:1d94b1e66ef8468fbf07efd3bf92ed0f08f2c31addb62686b0506361edd4379a

Observation 092b1850-ef78-4856-977d-f35a7c51f840 · outbound

This paper cites We place them here to keep the main narrative focused while preserving the full evidentiary record.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code We place them here to keep the main narrative focused while preserving the full evidentiary record

Reference 2022

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malformed identifier
no resolver link, observed 2026-08-02T09:04:05.475458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.475458Z digest=sha256:2979f020ca1b0e4549d2b82406034dfcae70a95925599447da863968acb55eab

Observation 366eb9fd-028d-46a2-918b-0df20ab519da · outbound

This paper cites Imitation versus Innovation: What children can do that large language and language-and-vision models cannot (yet)?.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code Imitation versus Innovation: What children can do that large language and language-and-vision models cannot (yet)?

Reference 2023

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.466901Z digest=sha256:25ceece518a4e89655e007bb5449dd5e311f57164b6fb219c9c58e0965f58a76

Observation 1a0cad34-de6f-4d95-9c3a-1ef69ae5e3f7 · outbound

This paper cites On the Measure of Intelligence.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code On the Measure of Intelligence

Reference 2024

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.402178Z digest=sha256:2f84265d2cf9f9a4589dca71b672691d22932f594c1e9290c1d678f41f66c8d8

Observation 4d8f7cf4-0685-4c17-974e-0bd1a2d9a7b4 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Reading Without a Reader: Large Language Models Collapse Reading and Writing into a Single Entangled Code RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 2025

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:04:05.433480Z digest=sha256:7642447e0a90ea11421c0f12269e962b3d121354b620785e66f5514c14b30265

Pith citing papers

No inbound Pith citation observations are available.